Depth-dependent crossover in genetic programming with frequent trees

Created by W.Langdon from gp-bibliography.bib Revision:1.8129

@InProceedings{Ono:2012:SMC,

• author = "Keiko Ono and Yoshiko Hanada and Katsushi Shirakawa and Masahito Kumano and Masahiro Kimura",
• booktitle = "IEEE International Conference on Systems, Man, and Cybernetics (SMC 2012)",
• title = "Depth-dependent crossover in genetic programming with frequent trees",
• year = "2012",
• address = "Seoul, Korea",
• month = oct # " 14-17",
• pages = "359--363",
• DOI = "doi:10.1109/ICSMC.2012.6377727",
• abstract = "One of the most well studied issues in genetic programming is how to make building blocks efficiently. To make building blocks, it is important to find the substructures that appear in the individuals with higher fitness. Recently, a method based on frequent substructures has been proposed, and it has shown good performance; however, the depth of trees is not considered in the method. In this paper, we propose a hybrid crossover that involves the consideration of a combination of frequent trees and the depth of trees and apply the proposed method to symbolic regression problems. We experimentally demonstrate the effectiveness of the proposed method.",
• keywords = "genetic algorithms, genetic programming, regression analysis, trees (mathematics), building blocks, depth-dependent crossover, frequent substructures, frequent trees, hybrid crossover, symbolic regression problems, tree depth, Conferences, Data mining, Educational institutions, Informatics, Sociology, Statistics, Adaptive Crossover, Depth-control Scheme, Frequent Tree",
• notes = "Also known as \cite{6377727}",

}

Genetic Programming entries for Keiko Ono Yoshiko Hanada Katsushi Shirakawa Masahito Kumano Masahiro Kimura

Citations